imagenet_8_machine_19min

~~epoch	hours	  top1	  top5

Dataset changed.
Image size: 128
Batch size: 128
Train Directory: /home/ubuntu/data/imagenet-sz/160/train
Validation Directory: /home/ubuntu/data/imagenet-sz/160/validation
Changing LR from None to 1.9220382165605094
Changing LR from 2.2379617834394905 to 2.2399999999999998
~~0	0.01241		4.248		12.422

Changing LR from 2.2399999999999998 to 2.2420382165605095
Changing LR from 2.5579617834394903 to 2.5599999999999996
~~1	0.02056		13.744		31.890

Changing LR from 2.5599999999999996 to 2.5620382165605093
Changing LR from 2.87796178343949 to 2.88
~~2	0.02872		17.476		37.000

Changing LR from 2.88 to 2.8820382165605096
Changing LR from 3.1979617834394904 to 3.1999999999999997
~~3	0.03675		22.806		45.220

Changing LR from 3.1999999999999997 to 3.2020382165605095
Changing LR from 3.5179617834394903 to 3.5199999999999996
~~4	0.04485		23.948		46.612

Changing LR from 3.5199999999999996 to 3.5220382165605093
Changing LR from 3.83796178343949 to 3.84
~~5	0.05292		27.468		52.032

Batch size changed: 256
~~6	0.06062		36.966		62.856

~~7	0.06630		32.990		57.666

~~8	0.07187		31.698		56.344

~~9	0.07749		18.858		38.408

~~10	0.08310		37.414		63.216

Changing LR from 3.84 to 3.831898734177215
Changing LR from 3.2081012658227848 to 3.1999999999999997
~~11	0.08867		35.538		60.328

Changing LR from 3.1999999999999997 to 3.191898734177215
Changing LR from 2.5681012658227846 to 2.5599999999999996
~~12	0.09431		42.848		69.076

Changing LR from 2.5599999999999996 to 2.551898734177215
Changing LR from 1.9281012658227845 to 1.9199999999999997
~~13	0.09992		51.678		76.764

Dataset changed.
Image size: 224
Batch size: 128
Train Directory: /home/ubuntu/data/imagenet-sz/352/train
Validation Directory: /home/ubuntu/data/imagenet-sz/352/validation
Changing LR from 1.9199999999999997 to 1.92
~~14	0.11677		49.534		75.002

~~15	0.12934		51.472		77.124

~~16	0.14186		47.602		73.600

Batch size changed: 224
Changing LR from 1.92 to 1.9170666666666667
Changing LR from 1.6589333333333334 to 1.656
~~17	0.15763		53.816		78.380

Changing LR from 1.656 to 1.6530666666666667
Changing LR from 1.3949333333333334 to 1.392
~~18	0.16902		60.346		83.514

Changing LR from 1.392 to 1.3890666666666667
Changing LR from 1.1309333333333333 to 1.1280000000000001
~~19	0.18002		60.764		83.586

Changing LR from 1.1280000000000001 to 1.1250666666666667
Changing LR from 0.8669333333333333 to 0.8640000000000001
~~20	0.19103		64.170		85.980

Changing LR from 0.8640000000000001 to 0.8610666666666666
Changing LR from 0.6029333333333335 to 0.6000000000000001
~~21	0.20206		67.700		88.448

Changing LR from 0.6000000000000001 to 0.5970666666666669
Changing LR from 0.33893333333333353 to 0.3360000000000001
~~22	0.21315		69.844		89.668

Changing LR from 0.3360000000000001 to 0.33544
Changing LR from 0.28616 to 0.2856
~~23	0.22425		70.372		89.810

Changing LR from 0.2856 to 0.28504
Changing LR from 0.23576000000000003 to 0.23520000000000002
~~24	0.23541		71.352		90.306

Changing LR from 0.23520000000000002 to 0.23464000000000002
Changing LR from 0.18536000000000002 to 0.18480000000000005
~~25	0.24650		71.172		90.228

Changing LR from 0.18480000000000005 to 0.18424000000000004
Changing LR from 0.13496000000000005 to 0.13440000000000005
~~26	0.25760		72.086		90.818

Changing LR from 0.13440000000000005 to 0.13384000000000004
Changing LR from 0.08456000000000002 to 0.08400000000000002
~~27	0.26867		72.834		91.222

Changing LR from 0.08400000000000002 to 0.08344000000000007
Changing LR from 0.034160000000000024 to 0.033600000000000074
~~28	0.27976		73.198		91.338

Dataset changed.
Image size: 288
Batch size: 128
Train Directory: /home/ubuntu/data/imagenet/train
Validation Directory: /home/ubuntu/data/imagenet/validation
Changing LR from 0.033600000000000074 to 0.019186242038216558
Changing LR from 0.017053757961783437 to 0.01704
~~29	0.31472		75.812		93.012

Changing LR from 0.01704 to 0.01702624203821656
Changing LR from 0.014893757961783438 to 0.014879999999999999
~~30	0.33507		75.850		93.116

Changing LR from 0.014879999999999999 to 0.01486624203821656
Changing LR from 0.01273375796178344 to 0.012719999999999999
~~31	0.35516		75.926		93.154

Changing LR from 0.012719999999999999 to 0.01270624203821656
Changing LR from 0.010573757961783439 to 0.01056
~~32	0.37524		75.916		93.134

Changing LR from 0.01056 to 0.010546242038216561
Changing LR from 0.00841375796178344 to 0.0084
~~33	0.39400		75.942		93.122

Changing LR from 0.0084 to 0.00838624203821656
Changing LR from 0.00625375796178344 to 0.006240000000000001
~~34	0.41283		75.928		93.168

Changing LR from 0.006240000000000001 to 0.00622624203821656
Changing LR from 0.004093757961783439 to 0.00408
~~35	0.43295		75.944		93.186

Changing LR from 0.00408 to 0.004066242038216561